{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# NLP Assignment 1: Part A\n",
"\n",
"* Author: Ramkishore Saravanan\n",
"* Roll No: 20161092"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## *NOTE: Language Models, Spell checkers have been implemented as classes instead of functions.* \n",
"* **Task 1: Tokeniser and Language Model**\n",
" * Implemented: `Laplace smoothing`, `Witten-bell` and `backoff` in `class TrigramLanguageModel`\n",
" * Tokeniser is passed as input to `class TrigramLanguageModel`\n",
" * Complete n-gram is also implemented in `class TrigramLanguageModel` as a member function `complete_ngram(...)`\n",
"* **Task 2: Spell checker**\n",
" * Spell checker is implemented as a `class SpellCorrector`\n",
" * Spelling model is implemented in `class TrigramSpellingModel`\n",
"* **Task 3: Grammaticality test**\n",
" * Uses language model created in Task 1\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"`no_files` is the number of files to train on. Set it to `None` to train on entire corpus."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"no_files = 100"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Task 1: Tokenisation"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import sys\n",
"import re\n",
"import string\n",
"from operator import itemgetter\n",
"from ipy_table import *\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
""
],
"text/vnd.plotly.v1+html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from plotly import __version__\n",
"from plotly.offline import download_plotlyjs, init_notebook_mode, plot, iplot\n",
"from plotly.graph_objs import *\n",
"init_notebook_mode(connected=True)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def train_model(model):\n",
" files = os.listdir('Gutenberg/txt')[0:no_files]\n",
" for file in files:\n",
" print('processed: ', file, ' '*100, end='\\r')\n",
" with open('Gutenberg/txt/' + file) as f:\n",
" model.update_lm(f.read())"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def make_table(d):\n",
" print(\"{:<15} {:<10}\".format('Input','Output'))\n",
" print('------------------------')\n",
" for v in d.items():\n",
" label, num = v\n",
" print(\"{:<15} {:<10}\".format(label, num))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Tokeniser\n",
"\n",
"* `tokeniser()` is a function which takes a string as input.\n",
"* Output is a list of list of words, the former list represents a sentence."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"# text to test tokeniser with\n",
"\n",
"text = '''With the presence of Mr. Inglethorp, a sense of constraint and veiled\n",
"hostility seemed to settle down upon the company. Miss Howard, in\n",
"particular, took no pains to conceal her feelings. Mrs. Inglethorp,\n",
"however, seemed to notice nothing unusual. Her volubility, which I\n",
"remembered of old, had lost nothing in the intervening years, and she\n",
"poured out a steady flood of conversation, mainly on the subject of the\n",
"forthcoming bazaar which she was organizing and which was to take place\n",
"shortly. Occasionally she referred to her husband over a question of\n",
"days or dates. His watchful and attentive manner never varied. From the˘\n",
"very first I took a firm and rooted dislike to him, and I flatter myself\n",
"that my first judgments are usually fairly shrewd.\n",
"\n",
"Presently Mrs. Inglethorp turned to give some instructions about letters\n",
"to Evelyn Howard, and her husband addressed me in his painstaking voice:\n",
"\n",
"\"Is soldiering your regular profession, Mr. Hastings?\"\n",
"\n",
"\"No, before the war I was in Lloyd's.\"\n",
"\n",
"\"And you will return there after it is over?\"\n",
"\n",
"\"Perhaps. Either that or a fresh start altogether.\"\n",
"\n",
"Mary Cavendish leant forward.'''"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"def sentence_tokeniser(text):\n",
" split = ''\n",
" patterns = [\n",
" # multiple new line characters\n",
" (re.compile('(\\.? *\\n\\n+)'), split),\n",
" # dots after Honorifics etc which dont mean EOL\n",
" (re.compile('(?')\n",
" sentences = list(filter(lambda a: len(a)>0, sentences))\n",
"\n",
"\n",
" return sentences"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Testing Sentence Tokeniser"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['With the presence of Mr. Inglethorp, a sense of constraint and veiled\\nhostility seemed to settle down upon the company',\n",
" ' Miss Howard, in\\nparticular, took no pains to conceal her feelings',\n",
" ' Mrs. Inglethorp,\\nhowever, seemed to notice nothing unusual',\n",
" ' Her volubility, which I\\nremembered of old, had lost nothing in the intervening years, and she\\npoured out a steady flood of conversation, mainly on the subject of the\\nforthcoming bazaar which she was organizing and which was to take place\\nshortly',\n",
" ' Occasionally she referred to her husband over a question of\\ndays or dates',\n",
" ' His watchful and attentive manner never varied',\n",
" ' From the˘\\nvery first I took a firm and rooted dislike to him, and I flatter myself\\nthat my first judgments are usually fairly shrewd',\n",
" '\\n\\nPresently Mrs. Inglethorp turned to give some instructions about letters\\nto Evelyn Howard, and her husband addressed me in his painstaking voice:\\n\\n\"Is soldiering your regular profession, Mr. Hastings?\"\\n\\n\"No, before the war I was in Lloyd\\'s.\"\\n\\n\"And you will return there after it is over?\"\\n\\n\"Perhaps',\n",
" ' Either that or a fresh start altogether',\n",
" '\"\\n\\nMary Cavendish leant forward']"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sentence_tokeniser(text)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"def word_tokeniser(text):\n",
" split = ''\n",
" # '.' was taken care of in sentence tokeniser\n",
" patterns = [\n",
" (re.compile('[^A-Za-z\\.]'), split)\n",
" ]\n",
" for regex, subs in patterns:\n",
" words = regex.sub(subs, text) #inse\n",
" words = words.split('')\n",
" words = list(filter(lambda a: len(a)>0, words))\n",
" return words"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"def tokeniser(text):\n",
" sentences = sentence_tokeniser(text)\n",
" words = []\n",
" for sentence in sentences:\n",
" words.append(word_tokeniser(sentence))\n",
" return words"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Testing word tokeniser"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[['With', 'the', 'presence', 'of', 'Mr.', 'Inglethorp', 'a', 'sense', 'of', 'constraint', 'and', 'veiled', 'hostility', 'seemed', 'to', 'settle', 'down', 'upon', 'the', 'company'], ['Miss', 'Howard', 'in', 'particular', 'took', 'no', 'pains', 'to', 'conceal', 'her', 'feelings'], ['Mrs.', 'Inglethorp', 'however', 'seemed', 'to', 'notice', 'nothing', 'unusual'], ['Her', 'volubility', 'which', 'I', 'remembered', 'of', 'old', 'had', 'lost', 'nothing', 'in', 'the', 'intervening', 'years', 'and', 'she', 'poured', 'out', 'a', 'steady', 'flood', 'of', 'conversation', 'mainly', 'on', 'the', 'subject', 'of', 'the', 'forthcoming', 'bazaar', 'which', 'she', 'was', 'organizing', 'and', 'which', 'was', 'to', 'take', 'place', 'shortly'], ['Occasionally', 'she', 'referred', 'to', 'her', 'husband', 'over', 'a', 'question', 'of', 'days', 'or', 'dates'], ['His', 'watchful', 'and', 'attentive', 'manner', 'never', 'varied'], ['From', 'the', 'very', 'first', 'I', 'took', 'a', 'firm', 'and', 'rooted', 'dislike', 'to', 'him', 'and', 'I', 'flatter', 'myself', 'that', 'my', 'first', 'judgments', 'are', 'usually', 'fairly', 'shrewd'], ['Presently', 'Mrs.', 'Inglethorp', 'turned', 'to', 'give', 'some', 'instructions', 'about', 'letters', 'to', 'Evelyn', 'Howard', 'and', 'her', 'husband', 'addressed', 'me', 'in', 'his', 'painstaking', 'voice', 'Is', 'soldiering', 'your', 'regular', 'profession', 'Mr.', 'Hastings', 'No', 'before', 'the', 'war', 'I', 'was', 'in', 'Lloyd', 's.', 'And', 'you', 'will', 'return', 'there', 'after', 'it', 'is', 'over', 'Perhaps'], ['Either', 'that', 'or', 'a', 'fresh', 'start', 'altogether'], ['Mary', 'Cavendish', 'leant', 'forward']]\n"
]
}
],
"source": [
"print(tokeniser(text))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Language Model and Smoothing"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"class TrigramLanguageModel():\n",
" \n",
" def __init__(self, tokeniser=None):\n",
" self.tree = {}\n",
" self.vocab = {}\n",
" self.inv_vocab = {}\n",
" self.no_words = 0\n",
" self.total_trigrams = 0.0\n",
" \n",
" if tokeniser is not None: self.tokeniser = tokeniser\n",
" else: self.tokeniser = self.__naive_tokeniser\n",
" \n",
" def __naive_tokeniser(self, text):\n",
" '''Input: String\n",
" Output: List of tokens'''\n",
" # naive line splitter: multiple new line chars, may be preceeded by a dot and/or space\n",
" lines = re.split(r'(\\.? *\\n\\n+)', text)\n",
"\n",
" # naive word splitter: multiple spaces, tabs, `: , & : ( ) - ' \"`\n",
" lines = [list(filter(is_not_delimiter, re.split(r'( +)|(\\n)|(\\t)|(;|,|&|:|\\(|\\)|-|\\'|\\\")+', line))) \n",
" for line in lines]\n",
"\n",
" # remove lists with characters less than 1\n",
" lines = list(filter(lambda a: len(a)>1, lines))\n",
" # lines = [l + [''] for l in lines]\n",
" # lines = [[''] + l for l in lines]\n",
" return lines\n",
" \n",
" def __update_tree(self, trigram):\n",
" \n",
" w1, w2, w3 = trigram\n",
" if w1 in self.tree:\n",
" if w2 in self.tree[w1]: \n",
" if w3 in self.tree[w1][w2]: self.tree[w1][w2][w3] += 1\n",
" else: self.tree[w1][w2][w3] = 1\n",
" else: self.tree[w1][w2] = {w3:1}\n",
" else: self.tree[w1] = {w2:{w3:1}}\n",
" self.total_trigrams += 1\n",
" \n",
" def update_lm(self, text):\n",
" '''Input: Untokenised text(string)\n",
" Updates language model with this text.'''\n",
" tokenised_text = self.tokeniser(text)\n",
" self.__update_vocab(tokenised_text)\n",
" trigrams = self.get_trigrams(tokenised_text)\n",
" [self.__update_tree(t) for t in trigrams]\n",
" \n",
" def get_trigrams(self, tokenised_text, indices=True):\n",
" '''Input: tokenised_text\n",
" indices: Returns indices of words if True\n",
" Output: List of trigrams\n",
" '''\n",
" trigrams = []\n",
" for line in tokenised_text:\n",
" for i in range(len(line) - 2):\n",
" if indices:\n",
" try: w1 = self.vocab[line[i]]\n",
" except: w1 = ''\n",
" try: w2 = self.vocab[line[i+1]]\n",
" except: w2 = ''\n",
" try: w3 = self.vocab[line[i+2]]\n",
" except: w3 = ''\n",
" trigrams.append([w1, w2, w3])\n",
" else:\n",
" trigrams.append([line[i],\n",
" line[i+1],\n",
" line[i+2]])\n",
" return trigrams\n",
" \n",
" def __update_vocab(self, tokenised_text):\n",
" for line in tokenised_text:\n",
" for word in line:\n",
" if word not in self.vocab:\n",
" self.vocab[word], self.no_words = self.no_words, self.no_words + 1\n",
" self.inv_vocab[self.no_words - 1] = word\n",
" \n",
" def complete_ngram(self, bigram, no=10):\n",
" '''Predicts next word based on the last two words in the sentence\n",
" '''\n",
" w1, w2 = bigram[-2:]\n",
" w1, w2 = self.vocab[w1], self.vocab[w2]\n",
" d = sorted(self.tree[w1][w2].items(), key=itemgetter(1), reverse=True)[0:no]\n",
" words = [self.inv_vocab[w[0]] for w in d]\n",
" counts = [i[1] for i in d]\n",
" iplot([{\"x\": words, \"y\": counts}])\n",
" return words\n",
" \n",
" def get_probability(self, sentence):\n",
" '''Returns probability of sentence(string)\n",
" '''\n",
" tokenised = self.tokeniser(sentence)\n",
" trigrams = self.get_trigrams(tokenised, indices=True)\n",
" counts = []\n",
" denominators = []\n",
" for t in trigrams:\n",
" try:\n",
" # counts = p(w1, w2, w3) * total_trigrams\n",
" counts.append(self.tree[t[0]][t[1]][t[2]])\n",
" # denominator = p(w1, w2) * total trigrams\n",
" denominators.append(sum(i[1] for i in self.tree[t[0]][t[1]].items()))\n",
" except Exception as e:\n",
" counts.append(0)\n",
" denominators.append(1)\n",
" prob = 1.0\n",
" for i, j in zip(counts, denominators):\n",
" prob *= i/j\n",
" return prob\n",
" \n",
" def laplace_smoothing(self, sentence):\n",
" \n",
" tokenised = self.tokeniser(sentence)\n",
" trigrams = self.get_trigrams(tokenised, indices=True)\n",
" counts = []\n",
" denominators = []\n",
" for t in trigrams:\n",
" # Add 1 to numerator\n",
" try: counts.append(self.tree[t[0]][t[1]][t[2]] + 1)\n",
" except Exception as e: counts.append(1)\n",
" # Add len(vocab) + 1 to denominator\n",
" try: denominators.append(sum([i[1] for i in self.tree[t[1]][t[2]].items()]) + len(self.total_trigrams) + 1)\n",
" except: denominators.append(self.total_trigrams + len(self.vocab) + 1)\n",
" prob = 1.0\n",
" for i, j in zip(counts, denominators):\n",
" prob *= i/j\n",
" return prob\n",
" \n",
" def witten_bell_smoothing(self, sentence):\n",
" \n",
" tokenised = self.tokeniser(sentence)\n",
" trigrams = self.get_trigrams(tokenised, indices=True)\n",
"\n",
" tri_counts = []\n",
" bi_counts = []\n",
" tri_denominators = []\n",
" bi_denominators = []\n",
" unique_wi = []\n",
" sigma_wi = []\n",
" lambda_ = []\n",
" \n",
" for t in trigrams:\n",
" # Numerator for trigram prob\n",
" try: tri_counts.append(self.tree[t[0]][t[1]][t[2]])\n",
" except: tri_counts.append(1)\n",
" # Numerator for bigram prob\n",
" try: bi_counts.append(sum([i[1] for i in self.tree[t[1]][t[2]].items()]))\n",
" except: bi_counts.append(1)\n",
" # No. of unique elements following bigram w(i-1) and w(i-2)\n",
" try: unique_wi.append(len(self.tree[t[0]][t[1]]))\n",
" except: unique_wi.append(1)\n",
" # Used in calculation of lambda\n",
" try: sigma_wi.append(sum([i[1] for i in self.tree[t[1]][t[2]].items()]))\n",
" except: sigma_wi.append(1)\n",
" # Denominator for trigram prob\n",
" try: tri_denominators.append(sum([i[1] for i in self.tree[t[1]][t[2]].items()]))\n",
" except: tri_denominators.append(self.total_trigrams)\n",
" # Denominator for trigram prob\n",
" try: bi_denominators.append(sum([sum([i[1] for i in self.tree[t[1]][w].items()]) for w in self.tree[t1]]))\n",
" except: bi_denominators.append(self.total_trigrams)\n",
" # Lambda calculation\n",
" lambda_ = [1.0 - i/(i+j) for i,j in zip(unique_wi, sigma_wi)]\n",
" prob = 1.0\n",
" for bi_n, bi_d, tri_n, tri_d, lam in zip(bi_counts, bi_denominators, tri_counts, tri_denominators, lambda_):\n",
" prob *= (lam * tri_n/tri_d + (1-lam) * bi_n/bi_d)\n",
" return prob\n",
" \n",
" def backoff(self, sentence):\n",
" \n",
" tokenised = self.tokeniser(sentence)\n",
" trigrams = self.get_trigrams(tokenised, indices=True)\n",
" \n",
" counts = []\n",
" denominators = []\n",
" alpha = []\n",
" for t in trigrams:\n",
" # try trigram\n",
" try: \n",
" counts.append(self.tree[t[0]][t[1]][t[2]])\n",
" denominators.append(sum([i[1] for i in self.tree[t[1]][t[2]].items()]))\n",
" alpha.append(1)\n",
" except:\n",
" # if not found, try bigram\n",
" try:\n",
" counts.append(sum([i[1] for i in self.tree[t[1]][t[2]].items()]))\n",
" denominators.append(sum([sum([i[1] for i in self.tree[t[1]][w].items()]) for w in self.tree[t1]]))\n",
" alpha.append(0.4)\n",
" except:\n",
" # else try unigram\n",
" try:\n",
" counts.append(sum([sum([i[1] for i in self.tree[t[1]][w].items()]) for w in self.tree[t1]]))\n",
" except:\n",
" counts.append(1)\n",
" denominators.append(len(self.tree))\n",
" alpha.append(0.16)\n",
" \n",
" prob = 1.0\n",
" for i, j, k in zip(counts, denominators, alpha):\n",
" prob *= k * i / j\n",
" return prob"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"l = TrigramLanguageModel(tokeniser=tokeniser)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"processed: Hamlin Garland___Victor Ollnee's Discipline.txt \r"
]
}
],
"source": [
"train_model(l)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"def get_freq_ngrams(most=True):\n",
" if most: w1, w2, w3, p = [[0 for _ in range(10)] for _ in range(4)]\n",
" else: w1, w2, w3, p = [[100000000000 for _ in range(10)] for _ in range(4)]\n",
" for i in l.tree:\n",
" for j in l.tree[i]:\n",
" for k in l.tree[i][j]:\n",
" for m in range(10):\n",
" a = l.tree[i][j][k] > p[m]\n",
" if not most: a = not a\n",
" if a:\n",
" w1[m], w2[m], w3[m], p[m] = i, j, k, l.tree[i][j][k]\n",
" break\n",
" for i in range(10):\n",
" w1[i], w2[i], w3[i] = l.inv_vocab[w1[i]], l.inv_vocab[w2[i]], l.inv_vocab[w3[i]]\n",
" print(w1[i], w2[i], w3[i])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Most frequent trigrams"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"I don t\n",
"one of the\n",
"as well as\n",
"don t know\n",
"would have been\n",
"there was a\n",
"part of the\n",
"side of the\n",
"some of the\n",
"There was a\n"
]
}
],
"source": [
"get_freq_ngrams(True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Least frequent trigrams"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"TRAIL. BOY LIFE\n",
"Thrilling to the\n",
"Porho t. You\n",
"Porho t. He\n",
"Porho t with\n",
"Matt could not\n",
"Porho t and\n",
"Northwick s family\n",
"Demi who was\n",
"Miserrimus Dexter and\n"
]
}
],
"source": [
"get_freq_ngrams(False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### N-gram frequency plot\n",
"* I was having memory problems with `iplot` function, so used matplotlib to plot graphs."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"data": [
{
"type": "scatter",
"uid": "4b25dd7e-a4bd-11e8-9cdb-3035adc83a7c",
"x": [
"I don t",
"one of the",
"out of the",
"that he had",
"as well as",
"that he was",
"I do not",
"don t know",
"that it was",
"would have been",
"in the world",
"it would be",
"there was a",
"part of the",
"I can t",
"the end of",
"to be a",
"as soon as",
"he had been",
"side of the",
"I am not",
"It was a",
"for a moment",
"which he had",
"he did not",
"and it was",
"that she had",
"and in the",
"I have been",
"he could not",
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"In an instant",
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"We have not",
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"But if the",
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"If she had",
"If there is",
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"It was some",
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"Are you going",
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"What s that",
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"The first thing",
"The man s",
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"A few minutes",
"He had come",
"She was the",
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"You ve got",
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"Of course she",
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"So saying he",
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"Well I suppose",
"Well my dear",
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"What shall we",
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"Not in the",
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"Very well then",
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"A man who",
"He couldn t",
"He took a",
"He might have",
"He put his",
"He turned to",
"He doesn t",
"She is not",
"Lady Bertie and",
"I am almost",
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"I know no",
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"I should feel",
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"On the following",
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"In order to",
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"now that you",
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"but all the",
"right or wrong",
"light and shade",
"many of his",
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"looked up with",
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"love with him",
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"mentioned in the",
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"Have you got",
"Have you any",
"nothing about it",
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"Marquis of Trowbridge",
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"difference in the",
"possession of a",
"sister in law",
"March with a",
"region of the",
"origin of the",
"Walter Fitz Urse",
"Footnote Iliad vol",
"by the door",
"by the sea",
"of the German",
"of the regiment",
"of the band",
"of the prince",
"of the art",
"of the murder",
"of the dog",
"of the usual",
"of the elder",
"of the chapel",
"of a high",
"of a lady",
"of all their",
"of my mind",
"of that great",
"of an English",
"of this great",
"of this nature",
"of her brother",
"of her hair",
"of her dress",
"of it now",
"of it said",
"of what you",
"of nothing but",
"of K r",
"the shore of",
"the man had",
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"the rest and",
"the Lord s",
"the same sort",
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"the shock of",
"the whole I",
"the hand which",
"the lady who",
"the corners of",
"the poor old",
"the first that",
"the morning after",
"the Son of",
"the elements of",
"the friend of",
"the door the",
"the house for",
"the present case",
"the previous night",
"the evening before",
"the peace of",
"the plan of",
"the miller s",
"the cry of",
"the forest and",
"the remembrance of",
"the library and",
"the breakfast room",
"the ends of",
"the houses of",
"the title of",
"the vision of",
"and the boys",
"and the sea",
"and they did",
"and in its",
"and of her",
"and so much",
"and said with",
"and that this",
"and that her",
"and one or",
"and to take",
"and there in",
"and it might",
"and told me",
"and now it",
"and put the",
"and among the",
"and Mrs. Jo",
"and Miss Triscoe",
"and didn t",
"Sir Percival had",
"a man should",
"a thing of",
"a sight of",
"a rich man",
"a very nice",
"a comfort to",
"a pleasure to",
"a mile and",
"a gleam of",
"A man of",
"Lord George Murray",
"He was too",
"He took the",
"He stopped and",
"He went on",
"She was very",
"She s a",
"She wanted to",
"She began to",
"I am still",
"I know she",
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"I gave him",
"I made no",
"I see a",
"I hear that",
"I would fain",
"I would like",
"I was young",
"I was glad",
"I suppose said",
"I saw them",
"I only know",
"I wish he",
"I sha n",
"I happened to",
"I reckon you",
"to the family",
"to the cottage",
"to the nearest",
"to the men",
"to the conclusion",
"to the back",
"to the House",
"to the earth",
"to say good",
"to me on",
"to a great",
"to be careful",
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"to you at",
"to look out",
"to look up",
"to sit in",
"to get some",
"to my father",
"to learn the",
"to meet you",
"to herself that",
"to herself and",
"to play with",
"to know him",
"to assume the",
"to provide for",
"to fill up",
"You and I",
"Is there anything",
"on the evening",
"on the old",
"on the earth",
"on either hand",
"that of my",
"that his own",
"that the very",
"that would not",
"that even if",
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"That is true",
"That is to",
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"his old friend",
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"his visit to",
"his Majesty s",
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"he saw her",
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"In a word",
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"had come in",
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"had passed between",
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"so well as",
"said the duke",
"said the parson",
"said the papa",
"it was because",
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"it from his",
"it and as",
"it and so",
"it is just",
"it I have",
"it looked as",
"little bit of",
"know it and",
"my heart I",
"my own heart",
"hand and a",
"if they did",
"if not the",
"you can go",
"you very much",
"you have never",
"you in a",
"you are an",
"you and he",
"you know he",
"you know of",
"you know she",
"you to tell",
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"you of the",
"you came to",
"which of course",
"which had so",
"all the circumstances",
"all I know",
"in the churchyard",
"in the one",
"in the position",
"in the possession",
"in the Palace",
"in the gloom",
"in the office",
"in the sea",
"in the parlor",
"in his ear",
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"in hand and",
"in and the",
"in him and",
"in advance of",
"in honor of",
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"we had to",
"there by the",
"come to pass",
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"has got a",
"me and he",
"me and to",
"me for I",
"me into the",
"me that there",
"for the better",
"for her sake",
"for they had",
"made him a",
"made up her",
"with a touch",
"with such an",
"We have a",
"We will go",
"much about the",
"out into a",
"out like a",
"as a great",
"as I believe",
"as they can",
"as the last",
"as the only",
"as the man",
"as he called",
"as he does",
"as ever A.",
"as there are",
"as to that",
"as to leave",
"as to her",
"as compared with",
"brother and sister",
"But I ll",
"But you are",
"But on the",
"off his hat",
"friend of his",
"do not remember",
"do no good",
"see what was",
"see him and",
"will not take",
"will be an",
"will be remembered",
"some of her",
"some time and",
"some distance from",
"tell me the",
"let me tell",
"or two in",
"or to be",
"sight of it",
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"have been taken",
"have been that",
"have said to",
"have made up",
"have found the",
"is rather a",
"is quite a",
"is much more",
"No no I",
"him to give",
"him with an",
"If you were",
"If I have",
"If it is",
"ever A. LINCOLN.",
"were not a",
"were covered with",
"them that they",
"like to hear",
"make the most",
"make use of",
"time she had",
"from the great",
"from the point",
"from the place",
"at the court",
"at the mercy",
"at the old",
"at the risk",
"at least for",
"at last they",
"very little of",
"came to his",
"came in to",
"point in the",
"fact is that",
"what I could",
"what he could",
"any right to",
"It is said",
"It is of",
"It was that",
"up your mind",
"up at her",
"ma am I",
"an officer of",
"an instant the",
"Now tell me",
"are not in",
"are not going",
"wish me to",
"go through the",
"go with him",
"who might have",
"who is the",
"who has a",
"who has not",
"her face in",
"her arms and",
"her chair and",
"her power to",
"way and the",
"well as for",
"not hear of",
"not know it",
"not as yet",
"one to be",
"young lady s",
"would wish to",
"hear of it",
"no one had",
"no one in",
"no other than",
"sat down again",
"face and the",
"far as she",
"far and wide",
"into the little",
"into his own",
"change in his",
"she was and",
"she knew not",
"she put her",
"mean to do",
"give them a",
"give way to",
"rest of it",
"more like a",
"take up the",
"take advantage of",
"Some of them",
"didn t I",
"think it over",
"most of his",
"most of all",
"over it and",
"kind of man",
"could be so",
"could do to",
"went on as",
"going to give",
"going down to",
"away from it",
"away by the",
"might be of",
"might be that",
"might well have",
"when he spoke",
"when he said",
"such a matter",
"What can I",
"look after the",
"characteristic of the",
"thought it best",
"led me to",
"father of the",
"wanted to get",
"age of the",
"Not that I",
"moment he was",
"but if the",
"but one of",
"but that I",
"but you will",
"stood before the",
"Very well said",
"top of a",
"myself to be",
"girl in the",
"than they had",
"taste of the",
"All this time",
"seemed not to",
"exactly the same",
"among the people",
"rose to his",
"become of the",
"looking into the",
"nothing of it",
"took up his",
"back to their",
"himself upon the",
"himself out of",
"sleep in the",
"Madame de Maintenon",
"Madame von Rosen",
"under which the",
"read the letter",
"belief in the",
"rays of the",
"since she had",
"After a few",
"table in the",
"places in the",
"women in the",
"lies in the",
"because you have",
"part of this",
"standing by the",
"few days later",
"support of the",
"leader of the",
"Many of the",
"asked in a",
"herself in a",
"enter into the",
"notice of the",
"surprised to find",
"edge of a",
"account of it",
"seated on the",
"existence of a",
"induced him to",
"permit me to",
"heaven s sake",
"le Bourdon was",
"Miss Chancellor s",
"aren t you",
"horror of the",
"MRS. ARBUTHNOT. I",
"Footnote Leaf Iliad",
"The question is",
"The sun was",
"of the column",
"of the chiefs",
"of the different",
"of the local",
"of the least",
"of the mother",
"of the death",
"of the existence",
"of the open",
"of the square",
"of the words",
"of the stage",
"of the north",
"of the modern",
"of the Homeric",
"of the eye",
"of the Missouri",
"of a second",
"of a horse",
"of his body",
"of his first",
"of them have",
"of them with",
"of us who",
"of life to",
"of mine and",
"of those of",
"of doing so",
"of to day",
"of Northwick s",
"the other as",
"the time had",
"the same to",
"the field and",
"the country was",
"the whole day",
"the floor of",
"the war and",
"the case and",
"the night in",
"the Prince and",
"the young Emir",
"the thing is",
"the thing was",
"the reader will",
"the door for",
"the arm and",
"the advance of",
"the marriage of",
"the courage to",
"the eye and",
"the need of",
"the problem of",
"the departure of",
"the probability of",
"the conviction that",
"the luxury of",
"the formation of",
"the gift of",
"the habits of",
"the gleam of",
"the Over Lord",
"the ph nomena",
"and the door",
"and he says",
"and I heard",
"and spoke to",
"and see how",
"and not of",
"and his daughter",
"and to whom",
"and there the",
"and let her",
"and let them",
"and although he",
"and gave it",
"and listened to",
"and shook his",
"and stared at",
"a man I",
"a very strong",
"a certain degree",
"a drop of",
"a pack of",
"They are the",
"None of the",
"s a little",
"s the use",
"When it was",
"He was one",
"He s got",
"He s the",
"He is in",
"He went to",
"I am thinking",
"I have received",
"I have it",
"I have learned",
"I knew the",
"I don t.",
"I had an",
"I had given",
"I was sure",
"I was wrong",
"I could tell",
"I try to",
"I thought we",
"I suppose there",
"I guess you",
"I took a",
"I expect you",
"I wonder whether",
"I like him",
"I resolved to",
"On the day",
"to his side",
"to his daughter",
"to the number",
"to the grave",
"to the children",
"to the music",
"to do when",
"to every one",
"to me than",
"to give way",
"to be to",
"to be got",
"to day I",
"to your mother",
"to pay his",
"to look about",
"to get his",
"to get in",
"to leave him",
"to our own",
"to let it",
"to turn to",
"to have my",
"to have gone",
"to hold the",
"to receive him",
"to work in",
"to us all",
"to us to",
"to set the",
"to observe the",
"t you come",
"t know about",
"t believe in",
"t believe that",
"t at all",
"You must know",
"You couldn t",
"on the deck",
"on the eve",
"on his hands",
"on him and",
"on in a",
"that you shall",
"that I felt",
"that I ought",
"that is of",
"that she wished",
"that from the",
"that does not",
"that isn t",
"That is not",
"found out that",
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"was a new",
"was in some",
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"was to come",
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"he was one",
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"he had read",
"he had felt",
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"he must not",
"he were to",
"this time I",
"this would be",
"am very sorry",
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"For one thing",
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"man and his",
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"it over and",
"it appeared that",
"my old friend",
"my uncle s",
"hand upon the",
"if they have",
"if it could",
"you see and",
"you re going",
"you in this",
"you in my",
"you are and",
"you as I",
"you must go",
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"can t understand",
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"be supposed to",
"once more the",
"which I think",
"which a man",
"which had not",
"which no one",
"which by the",
"in the third",
"in the business",
"in the path",
"in the public",
"in the west",
"in the late",
"in the dust",
"in a good",
"in a strange",
"in a woman",
"in a line",
"in all their",
"in my presence",
"in this direction",
"in what I",
"in France and",
"in many cases",
"in me to",
"good as the",
"good of you",
"we were not",
"we had not",
"we will have",
"there be a",
"there were any",
"there for a",
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"There may be",
"Here it is",
"me as you",
"me I was",
"me before I",
"did you get",
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"for him that",
"for there were",
"for it would",
"for which they",
"next morning the",
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"with his face",
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"with your own",
"We had a",
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"us at the",
"as I ve",
"as you think",
"as great as",
"as any other",
"as if some",
"as was the",
"as with a",
"off by the",
"Yes yes I",
"m glad you",
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"never seen a",
"never to have",
"some of us",
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"or that the",
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"better than any",
". I have",
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"him as she",
"If I can",
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"they could be",
"they ve got",
"they had reached",
"they had done",
"them if they",
"like one who",
"told us that",
"from the south",
"from the world",
"from which I",
"from New York",
"at the abbey",
"at once in",
"at last in",
"at that hour",
"came back and",
"what I thought",
"what I ve",
"what does it",
"what would you",
"what is your",
"It is that",
"up and he",
"an example of",
"an appearance of",
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"who used to",
"her to go",
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"well to be",
"well have been",
"their eyes and",
"about it but",
"about half a",
"however did not",
"not seen him",
"not to me",
"not only of",
"not only a",
"not let him",
"outside of the",
"down from his",
"one after another",
"young man in",
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"no one but",
"no objection to",
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"after all I",
"face as he",
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"now it was",
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"she said but",
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"she used to",
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"course of time",
"thanks to the",
"more than to",
"more than it",
"more for the",
"how could I",
"where there were",
"didn t seem",
"think I m",
"think of them",
"end of my",
"Why it s",
"position in the",
"three quarters of",
"through the streets",
"kind to me",
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"hope to be",
"same time he",
"away from his",
"night and the",
"night and I",
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"when she came",
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"What on earth",
"What was it",
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"Mr. Darcy s",
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"but as they",
"but what I",
"these things and",
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"myself that I",
"hands in his",
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"looking at it",
"Have you heard",
"back against the",
"action of the",
"bit of a",
"sure that we",
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"Heaven s sake",
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"picture of a",
"filled with a",
"doubt as to",
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"Iliad and Odyssey",
"by a few",
"by the sound",
"by the wind",
"by the first",
"by the sight",
"of the apartment",
"of the northern",
"of the higher",
"of the gate",
"of the Old",
"of the passengers",
"of the middle",
"of the change",
"of the Ansarey",
"of his hands",
"of his position",
"of his little",
"of his work",
"of all our",
"of my poor",
"of course be",
"of our being",
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"of her child",
"of which a",
"of it a",
"of your mother",
"of water and",
"of view of",
"of such things",
"of death and",
"of physical science",
"of Tippoo s",
"of Anne Catherick",
"the captain s",
"the time she",
"the same reason",
"the same kind",
"the same I",
"the ground in",
"the ground of",
"the men to",
"the notion that",
"the whole matter",
"the whole he",
"the lady of",
"the old days",
"the spot and",
"the last and",
"the place in",
"the first step",
"the first two",
"the morning he",
"the human mind",
"the highest degree",
"the key to",
"the spring of",
"the door in",
"the house the",
"the bridge and",
"the road was",
"the officer of",
"the one thing",
"the passage and",
"the fire was",
"the Isle of",
"the opinions of",
"the silence of",
"the kitchen and",
"the degree of",
"the smell of",
"the rush of",
"the desire of",
"the report of",
"the method of",
"the experience of",
"the county of",
"the gloom of",
"the Vicar s",
"and the girl",
"and the white",
"and I said",
"and make the",
"and make it",
"and in such",
"and in their",
"and said he",
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"a moment with",
"a boy of",
"a little bit",
"a knock at",
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"a child and",
"a mile of",
"a few lines",
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"a heap of",
"a collection of",
"a multitude of",
"They have been",
"s and the",
"s sake and",
"He was about",
"He was as",
"He can t",
"He used to",
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"I am perfectly",
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"I have so",
"I shall give",
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"The Signor Grimaldi",
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"Depend upon it",
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"L. H. H.",
"Dr Porho t.",
"Footnote Ibid .",
"Basil Ransom s",
"Leonard s Crags",
"by all that",
"by a strong",
"by a woman",
"by the Rev.",
"by the hands",
"by the young",
"by the last",
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"The man is",
"The whole thing",
"The world is",
"The spirit of",
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"of the richest",
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"of the ladder",
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"of the coming",
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"of the sacred",
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"of the huge",
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"of the Rue",
"of the dawn",
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"of every day",
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"LADY HUNSTANTON. Ah",
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"Dean of Faculty",
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"Ernest and Edie",
"MRS. ALLONBY. I",
"Eater up of",
"Annabel and Venetia",
"Sweetest eyes were",
"Miserrimus Dexter s",
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"PROLOGUE TO THE",
"Footnote Monro Odyssey",
"Venetia could not",
"Monro Odyssey vol",
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"PG EDITOR S",
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"Percival Glyde s",
"MRS. ALLONBY. Oh",
"MRS. ALLONBY. Ah",
"dissolve the Union",
"Wasn t it",
"Kitty and Mr.",
"Footnote Early Age",
"Issachar the son",
"Barbecue Smith s",
"chimneys of the",
"Annabel and the",
"Cadurcis with a",
"Brattle and Fanny",
"Kirk of Scotland",
"ane o them",
"hain t got",
"Ib. p. .",
"Emir of the",
"Maraton he said",
"Fitzpiers did not",
"Tancred in a",
"Wulf said to",
"Avice the Second",
"Demi who was",
"by a high",
"by a sharp",
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"by a window",
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"by the former",
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"by the bee",
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"by the violence",
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"by the President",
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"by this means",
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"by an English",
"by Nathaniel Hawthorne",
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"by to morrow",
"by either of",
"by Miss Halcombe",
"by time and",
"by birth and",
"by Act of",
"Henry and Barringford",
"Henry the Fowler",
"Illustration FIG. .",
"The Lord Advocate",
"The next instant",
"The last of",
"The reason for",
"The great thing",
"The people are",
"The lady was",
"The thing s",
"The young ladies",
"The distance was",
"The king is",
"The trees were",
"The former was",
"The rest was",
"The more I",
"The two girls",
"The two women",
"The country is",
"The country was",
"The day of",
"The moment he",
"The poor man",
"The smell of",
"The Indians are",
"The boys had",
"The nature of",
"The situation of",
"The consequence was",
"The work of",
"The reader may",
"The floor was",
"The body of",
"The number of",
"The tone in",
"The King of",
"The Baron de",
"of the stories",
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"of labor and",
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"of Porteous s",
"of Hintock House",
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"Part of the",
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"clump of bushes",
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"Union Address George",
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"indication of the",
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"variety of the",
"consistent with the",
"chambers of the",
"deprive him of",
"obedient servant A.",
"judging from the",
"judging by the",
"assent to the",
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"twilight of the",
"economy of the",
"patron of the",
"emotions of the",
"mysteries of the",
"hypothesis of the",
"conceptions of the",
"Italy and the",
"interpretation of the",
"ceases to be",
"p. . In",
"Book IX. and",
"Wife of Bath",
"Tomb of Kings",
"beckoned to the",
"vanished in a",
"vanished and the",
"representatives of the",
"elected to the",
"founder of the",
"summit of a",
"Herr Max s",
"Coeur de Lion",
"Brother in law",
"shields of the",
"arches of the",
"homage to the",
"brethren of the",
"champion of the",
"lustre of the",
"communion with the",
"Address George Washington",
"corresponding with the",
"gifts of the",
"Fritz von Hartmann",
"VON ROSEN ACT",
"angles to the",
"boughs of the",
"mingling with the",
"Annie he said",
"suddenness of the",
"Jim with a",
"Jim she said",
"Member of Parliament",
"groped his way",
"Sheba s ring",
"Bud of the",
"graves of the",
"implore you to",
"relic of the",
"Commander in Chief",
"chairman of the",
"... It is",
"chapter of the",
"Eustace Macallan had",
"mightn t have",
"Committee on the",
"Fellow Citizens of",
"Citizens of the",
"development of a",
"revelation of the",
"Breton he said",
"Lily Bell and",
"WHICH THE PRINCE",
"Percival s solicitor",
"Fr d ric",
"Marian she said",
"MRS. ARBUTHNOT. It",
"MRS. ARBUTHNOT. Gerald",
"MRS. ARBUTHNOT. He",
"ILLINGWORTH. It is",
"founders of the",
"Zikali the Wise",
"wa n t",
"Iliad Book X.",
"FOOTNOTES Footnote This",
"Susie gave a",
"Laura s room",
"Laura s sake",
"Rollo s mother",
"thickness of the",
"Bourdon had been",
"Bourdon and his",
"Clarence with a",
"Annabel said Herbert",
"Diderot s own",
"K lliker s",
"He. That is",
"Missouri Compromise is",
"greaves and corslets",
"Ibid . vol",
"Jeanie with a",
"sae muckle as",
"Gunga Dass had",
"Edie Le Breton",
"Doge of Genoa",
"Catherick had been",
"Melbury and his",
"Astarte in a",
"Osgod Wulf said",
"Thane of Steyning",
"Beorn Wulf said",
"Llewellyn ap Rhys",
"PROVIDENCE VON ROSEN",
"ROSEN ACT THE",
"Casa Guidi windows",
"Miserrimus Dexter to",
"Northwick s family",
"AND OTHER POEMS",
"by all this",
"by a French",
"by a rope",
"by a heavy",
"by a tall",
"by a person",
"by a different",
"by a kind",
"by a word",
"by a friend",
"by a powerful",
"by a door",
"by a natural",
"by the troops",
"by the mob",
"by the spring",
"by the water",
"by the following",
"by the heat",
"by the shock",
"by the ladies",
"by the ears",
"by the strong",
"by the path",
"by the rush",
"by the church",
"by the genius",
"by the rich",
"by the Constitution",
"by the ordinary",
"by the true",
"by the constant",
"by the moon",
"by the ear",
"by the more",
"by the memory",
"by the front",
"by the post",
"by the kindness",
"by the application",
"by the knowledge",
"by the Count",
"by my mother",
"by his long",
"by his Christian",
"by day to",
"by them as",
"by which an",
"by your leave",
"by giving them",
"by ten o",
"by making the",
"by any possibility",
"by him at",
"by heart and",
"by right of",
"by her Christian",
"by half past",
"by us in",
"by saying in",
"by observing that",
"by supposing that",
"by little and",
"H. HERNDON. WASHINGTON",
"Henry Ward Beecher",
"The reason of",
"The first that",
"The first words",
"The master of",
"The other two",
"The people who",
"The children of",
"The lady s",
"The moon shone",
"The book is",
"The best way",
"The best thing",
"The young soldier",
"The young girl",
"The young Emir",
"The love of",
"The latter had",
"The town is",
"The woman had",
"The boy s",
"The boy is",
"The question now",
"The king was",
"The subject is",
"The whole affair",
"The matter was",
"The walls of",
"The party was",
"The day passed",
"The day before",
"The sun set",
"The sun shone",
"The interior of",
"The room in",
"The poor girl",
"The fire had",
"The person who",
"The hand of",
"The dinner was",
"The possibility of",
"The Prince of",
"The windows were",
"The water is",
"The position of",
"The value of",
"The blood of",
"The right of",
"The darkness was",
"The child was",
"The things that",
"The fate of",
"The poet s",
"The poet is",
"The case was",
"The fairy godmother",
"The hall was",
"The Maiden Knight",
"The process of",
"The principle of",
"The daughter of",
"The course of",
"The doctrine of",
"The character of",
"The existence of",
"The Count had",
"of the Cross",
"of the tongue",
"of the lads",
"of the beach",
"of the nobles",
"of the sentries",
"of the drivers",
"of the d",
"of the defeat",
"of the bells",
"of the wreck",
"of the assailants",
"of the happy",
"of the bloody",
"of the final",
"of the advancing",
"of the dream",
"of the voice",
"of the rise",
"of the grass",
"of the redmen",
"of the trail",
"of the fever",
"of the captives",
"of the Englishman",
"of the Falls",
"of the indictment",
"of the injustice",
"of the pain",
"of the advantage",
"of the patient",
"of the dear",
"of the information",
"of the style",
"of the workmen",
"of the essential",
"of the like",
"of the Pfalz",
"of the task",
"of the conflict",
"of the shops",
"of the details",
"of the hedge",
"of the honour",
"of the leader",
"of the application",
"of the invaders",
"of the foot",
"of the performance",
"of the sphinx",
"of the outside",
"of the stuff",
"of the underground",
"of the camels",
"of the Professor",
"of the skin",
"of the priests",
"of the harvest",
"of the Law",
"of the incident",
"of the Sea",
"of the tiny",
"of the Poor",
"of the session",
"of the respective",
"of the Supreme",
"of the courts",
"of the choicest",
"of the rivers",
"of the qualities",
"of the artistic",
"of the weak",
"of the antique",
"of the horrible",
"of the novel",
"of the Renaissance",
"of the breast",
"of the heathen",
"of the coachman",
"of the grate",
"of the breath",
"of the nice",
"of the falling",
"of the canvas",
"of the citadel",
"of the feudal",
"of the tenants",
"of the breaking",
"of the rules",
"of the effort",
"of the rainbow",
"of the ideas",
"of the scenery",
"of the supernatural",
"of the burly",
"of the above",
"of the bargain",
"of the lecture",
"of the oaks",
"of the incidents",
"of the unseen",
"of the Duchess",
"of the parents",
"of the White",
"of the seat",
"of the weakness",
"of the sentiment",
"of the study",
"of the Tenth",
"of the fifteenth",
"of the generous",
"of the later",
"of the practice",
"of the Canton",
"of the brothers",
"of the signs",
"of the gay",
"of the chambers",
"of the delicate",
"of the promise",
"of the passions",
"of the view",
"of the critical",
"of the friend",
"of the grove",
"of the justice",
"of the torrent",
"of the Rio",
"of the sphere",
"of the Sabbath",
"of the mark",
"of the listeners",
"of the weaker",
"of the extent",
"of the weary",
"of the circumstance",
"of the Horse",
"of the ridge",
"of the brilliant",
"of the self",
"of the enclosure",
"of the vine",
"of the mysteries",
"of the Apennines",
"of the giant",
"of the God",
"of the sheet",
"of the intellectual",
"of the ecclesiastical",
"of the Sovereign",
"of the Almighty",
"of the heads",
"of the judgment",
"of the writing",
"of the nave",
"of the Judge",
"of the ultimate",
"of the Secret",
"of the couch",
"of the Russian",
"of the slow",
"of the Grinder",
"of the characters",
"of the vase",
"of the inscription",
"of the fierce",
"of the bag",
"of the Club",
"of the Guard",
"of the statute",
"of the bitterness",
"of the elevated",
"of the witness",
"of the executioner",
"of the sight",
"of the sufferings",
"of the respectable",
"of the cutter",
"of the purest",
"of the under",
"of the reading",
"of the Third",
"of the seasons",
"of the ph",
"of the Channel",
"of the marble",
"of the muscles",
"of the passers",
"of the drawings",
"of the gas",
"of the moonlight",
"of the register",
"of the banquet",
"of the stove",
"of the vault",
"of the baron",
"of the boughs",
"of the Abbey",
"of the yacht",
"of the earl",
"of the Bretons",
"of the Witan",
"of the Norsemen",
"of the Fairies",
"of the Many",
"of the Hussars",
"of the directors",
"of Plaza Toro",
"of men is",
"of men they",
"of a path",
"of a sense",
"of a tall",
"of a deer",
"of a much",
"of a low",
"of a love",
"of a mob",
"of a middle",
"of a party",
"of a married",
"of a refined",
"of a natural",
"of a vessel",
"of a sweet",
"of a pale",
"of a parish",
"of a situation",
"of a trial",
"of a multitude",
"of a poem",
"of a society",
"of a lost",
"of a highly",
"of a certainty",
"of a minute",
"of a cup",
"of a vague",
"of a Roman",
"of a mortal",
"of a creature",
"of a miserable",
"of a double",
"of a terrible",
"of a lovely",
"of a late",
"of a purely",
"of a local",
"of a German",
"of a reason",
"of a lawyer",
"of a wealthy",
"of a wolf",
"of a rude",
"of a crime",
"of a dreadful",
"of a lonely",
"of a question",
"of a river",
"of a delicate",
"of a church",
"of his regiment",
"of his neighbours",
"of his adventure",
"of his peers",
"of his history",
"of his hopes",
"of his nose",
"of his purpose",
"of his servants",
"of his plans",
"of his intelligence",
"of his opinion",
"of his fate",
"of his office",
"of his foot",
"of his movements",
"of his hat",
"of his surroundings",
"of his ability",
"of his white",
"of his lost",
"of his spirit",
"of his figure",
"of his guests",
"of his interest",
"of his theory",
"of his young",
"of his host",
"of his fancy",
"of his fathers",
"of his political",
"of his passion",
"of his previous",
"of his personal",
"of his loss",
"of his to",
"of his guilt",
"of his wits",
"of em and",
"of various kinds",
"of all living",
"of all possible",
"of my parents",
"of my children",
"of my arm",
"of my feelings",
"of my arrival",
"of my nerves",
"of my belief",
"of my fellow",
"of my thoughts",
"of my native",
"of my whole",
"of my eyes",
"of my readers",
"of my companion",
"of that strange",
"of that dreadful",
"of that woman",
"of that family",
"of that world",
"of that class",
"of that place",
"of an ideal",
"of an afternoon",
"of an immense",
"of an occasional",
"of an evil",
"of an iron",
"of course when",
"of course had",
"of course would",
"of course were",
"of this city",
"of this but",
"of this fellow",
"of this to",
"of this thing",
"of this room",
"of this family",
"of this long",
"of this as",
"of this principle",
"of this you",
"of this act",
"of this we",
"of several of",
"of blue sky",
"of our good",
"of our civilization",
"of our national",
"of our fellow",
"of our readers",
"of our tale",
"of them if",
"of them here",
"of them must",
"of them it",
"of them came",
"of them very",
"of them carrying",
"of them both",
"of them before",
"of her spirits",
"of her ladyship",
"of her affection",
"of her daughters",
"of her not",
"of her poor",
"of her cheeks",
"of her place",
"of her future",
"of her white",
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"Wait a minute",
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"Umbelazi and I",
"Panda the King",
"Indhlovu ene Sihlonti",
"Homer s time",
"Homer p. .",
"Bingley and Jane",
"Kitty and Lydia",
"Kitty and I",
"Hurst and Miss",
"Pilgrim s Progress",
"EPILOGUE TO THE",
"conformed to the",
"Palamon and Arcite",
"references to the",
"FOOTNOTES Art Journal",
"Footnote Classical Review",
"Footnote Homer p.",
"Leo who was",
"Chorus of all",
"preacher of the",
"popularly supposed to",
"Susie could not",
"Laura and me",
"Laura and Marian",
"Rollo and his",
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"Bourdon did not",
"Rio Grande as",
"Kla uns said",
"Annabel in the",
"Venetia said Cadurcis",
"Venetia and her",
"Freeman and Trueman",
"Sheikh Hassan and",
"Sheikh of the",
"Sheikh of Sheikhs",
"MACMILLAN AND CO.",
"Theory of the",
"Macmillan s Magazine",
"Rings Hill column",
"Sec. . That",
"HON. SECRETARY OF",
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"Basil she said",
"Brattle he said",
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"Stiggs s house",
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"Chanson de Roland",
"HEART OF MID",
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"AND CO. LIMITED",
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"counts = []\n",
"words = []\n",
"for i in l.tree:\n",
" for j in l.tree[i]:\n",
" for k in l.tree[i][j]:\n",
" counts.append(l.tree[i][j][k])\n",
" words.append(l.inv_vocab[i]+' '+l.inv_vocab[j]+' '+l.inv_vocab[k])\n",
"x, y = zip(*sorted(zip(words, counts), key=lambda x: x[1], reverse=True)[0:100000])\n",
"iplot([{\"x\": x, \"y\":y}]) # Only for first 1,00,000 most frequent trigrams\n",
"plt.plot(sorted(counts, reverse=True)) # All trigrams"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### N-gram frequency log-log plot (Zipf's curve)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.loglog(range(len(counts)), sorted(counts, reverse=True))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Complete n-gram\n",
"* Parameters:\n",
" * Array containing previous words in that order\n",
" * `no`: no of words to output. `default=10`"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"data": [
{
"type": "scatter",
"uid": "514d93cc-a4bd-11e8-9cdb-3035adc83a7c",
"x": [
"opportunity",
"idea",
"interest",
"appointment",
"emotion",
"interview",
"eye",
"hour",
"effect",
"engagement"
],
"y": [
22,
15,
11,
8,
6,
5,
5,
5,
5,
5
]
}
],
"layout": {}
},
"text/html": [
""
],
"text/vnd.plotly.v1+html": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"['opportunity',\n",
" 'idea',\n",
" 'interest',\n",
" 'appointment',\n",
" 'emotion',\n",
" 'interview',\n",
" 'eye',\n",
" 'hour',\n",
" 'effect',\n",
" 'engagement']"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"l.complete_ngram(['I','have', 'an'], no=10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Grammaticality of sentence"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1.9532428106076884e-11, 1.9532428106076884e-11)"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"l.laplace_smoothing('I have a child'), l.laplace_smoothing('child I have a')"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(4.715766719942085e-05, 0.0024138830897703547)"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"l.get_probability('I have a child'), l.get_probability('child I have a')"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0.00022833077435227995, 3.092889219957534e-05)"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"l.witten_bell_smoothing('I have a child'), l.witten_bell_smoothing('child I have a')"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0.0010886034982420525, 4.715766719942085e-05)"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"l.backoff('I have a child'), l.backoff('child I have a')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Task 2: Unigrams & Spelling Detection/Correction"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* Spell checker is implemented as a `class SpellCorrector`\n",
"* Spelling model is implemented in `class TrigramSpellingModel`"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"class TrigramSpellingModel():\n",
" def __init__(self, tokeniser=None):\n",
" self.tree = {}\n",
" self.no_words = 0\n",
" self.total_trigrams = 0\n",
" \n",
" if tokeniser is not None: self.tokeniser = tokeniser\n",
" else: self.tokeniser = self.__naive_tokeniser\n",
" \n",
" def __naive_tokeniser(self, text):\n",
" '''Input: String\n",
" Output: List of tokens'''\n",
" # naive line splitter: multiple new line chars, may be preceeded by a dot and/or space\n",
" lines = re.split(r'(\\.? *\\n\\n+)', text)\n",
"\n",
" # naive word splitter: multiple spaces, tabs, `: , & : ( ) - ' \"`\n",
" lines = [list(filter(is_not_delimiter, re.split(r'( +)|(\\n)|(\\t)|(;|,|&|:|\\(|\\)|-|\\'|\\\")+', line))) \n",
" for line in lines]\n",
"\n",
" # remove lists with characters less than 1\n",
" lines = list(filter(lambda a: len(a)>1, lines))\n",
" return lines\n",
" \n",
" def __update_tree(self, trigram):\n",
" \n",
" w1, w2, w3 = trigram\n",
" if w1 in self.tree:\n",
" if w2 in self.tree[w1]: \n",
" if w3 in self.tree[w1][w2]: self.tree[w1][w2][w3] += 1\n",
" else: self.tree[w1][w2][w3] = 1\n",
" else: self.tree[w1][w2] = {w3:1}\n",
" else: self.tree[w1] = {w2:{w3:1}}\n",
" self.total_trigrams += 1\n",
" \n",
" def update_lm(self, text):\n",
" \n",
" tokenised_text = self.tokeniser(text)\n",
" trigrams = self.get_trigrams(tokenised_text)\n",
" [self.__update_tree(t) for t in trigrams]\n",
" \n",
" def get_trigrams(self, tokenised_text):\n",
" \n",
" trigrams = []\n",
" for line in tokenised_text:\n",
" for word in line:\n",
" for i in range(len(word) - 2):\n",
" trigrams.append([word[i],\n",
" word[i+1],\n",
" word[i+2]])\n",
" return trigrams\n",
" \n",
" def get_probability(self, word):\n",
" \n",
" if len(word) < 3:\n",
" return float(sum([self.tree[word[0]][word[1]][i] for i in self.tree[word[0]][word[1]]]))/self.total_trigrams\n",
" trigrams = self.get_trigrams([[word]])\n",
" counts = []\n",
" denominators = []\n",
" for t in trigrams:\n",
" try:\n",
" counts.append(self.tree[t[0]][t[1]][t[2]])\n",
" denominators.append(sum(i[1] for i in self.tree[t[0]][t[1]].items()))\n",
" except Exception as e:\n",
" counts.append(0)\n",
" denominators.append(1)\n",
" prob = 1.0\n",
" for i, j in zip(counts, denominators):\n",
" prob *= i/j\n",
" return prob"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"b = TrigramSpellingModel(tokeniser=tokeniser)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"processed: Hamlin Garland___Victor Ollnee's Discipline.txt \r"
]
}
],
"source": [
"train_model(b)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Some sample probabilities**\n"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.03759167004060355"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"b.get_probability(\"late\")"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Input Output \n",
"------------------------\n",
"lati 0.03372060364576764\n",
"late 0.03759167004060355\n",
"an 0.02357784585161884\n",
"man 0.3739813167674096\n",
"girla 0.0004433991373755611\n",
"girly 0.004419464051590884\n",
"chila 0.0002167609347497979\n",
"chile 0.0023003502542890317\n",
"child 0.001089844452116631\n"
]
}
],
"source": [
"words = ['lati', 'late', 'an', 'man', 'girla', 'girly', 'chila', 'chile', 'child']\n",
"d = {}\n",
"for i in words:\n",
" d[i] = b.get_probability(i)\n",
"make_table(d)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"class SpellCorrector():\n",
" '''self.correct(): replaces lowest scoring trigram\n",
" self.correct2(): checks every possible replacement'''\n",
" def __init__(self):\n",
" self.vocab = string.ascii_letters\n",
"\n",
" def checker(self, word, lm):\n",
" trigrams = lm.get_trigrams([[word]])\n",
" prob = [lm.get_probability(t) for t in trigrams]\n",
" mistake_index = prob.index(min(prob)) + 2\n",
" return mistake_index\n",
"\n",
" def corrector(self, word, index, lm):\n",
" ini_p = lm.get_probability(word)\n",
" if ini_p > 10e-2:\n",
" return word\n",
" ch = word[index]\n",
" for char in self.vocab:\n",
" word = self.replace_str_index(word, index, char)\n",
" prob = lm.get_probability(word)\n",
" if prob > ini_p:\n",
" ini_p, ch = prob, char\n",
" \n",
" word = self.replace_str_index(word, index, ch)\n",
" return word\n",
" \n",
" def correct(self, word, lm):\n",
" index = self.checker(word, lm)\n",
" return self.corrector(word, index, lm)\n",
" \n",
" def correct2(self, word, lm):\n",
" possibilities = [self.corrector(word, index, lm) for index in range(len(word))]\n",
" probs = [lm.get_probability(w) for w in possibilities]\n",
" return possibilities[probs.index(max(probs))]\n",
" \n",
" \n",
" def replace_str_index(self, text,index=0,replacement=''):\n",
" return '%s%s%s'%(text[:index],replacement,text[index+1:])"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"a = SpellCorrector()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Some examples from Spell checker"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Input Output \n",
"------------------------\n",
"latk late \n",
"veay very \n",
"plua plea \n",
"waq was \n",
"ice ice \n",
"hkr hdr \n"
]
}
],
"source": [
"incorrect_words = ['latk', 'veay', 'plua', 'waq', 'ice', 'hkr']\n",
"d = {}\n",
"for w in incorrect_words:\n",
" d[w] = a.correct2(w, b)\n",
"make_table(d)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Grammaticallity test"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"def score_grammaticality(sentence, model):\n",
" return {'normal': model.get_probability(sentence),\n",
" 'laplace': model.laplace_smoothing(sentence),\n",
" 'witten_bell_smoothing': model.witten_bell_smoothing(sentence),\n",
" 'backoff': model.backoff(sentence)}"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'normal': 4.715766719942085e-05,\n",
" 'laplace': 1.9532428106076884e-11,\n",
" 'witten_bell_smoothing': 0.00022833077435227995,\n",
" 'backoff': 0.0010886034982420525}"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"score_grammaticality('I have a child', l)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'normal': 0.0024138830897703547,\n",
" 'laplace': 1.9532428106076884e-11,\n",
" 'witten_bell_smoothing': 3.092889219957534e-05,\n",
" 'backoff': 4.715766719942085e-05}"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"score_grammaticality('child I have a', l)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
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"language_info": {
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"file_extension": ".py",
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